{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "440d361e-f41e-494a-98a3-aa87cf0087af",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2023-12-25T15:24:41.756021Z",
     "end_time": "2023-12-25T15:24:42.019269Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 正常显示中文标签\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 正常显示负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 自动适应布局，设置字体大小\n",
    "plt.rcParams.update({'figure.autolayout': True, 'font.size': 16})\n",
    "# 禁用科学计数法\n",
    "pd.set_option('display.float_format', lambda x: '%.2f' % x)\n",
    "\n",
    "# 读取数据\n",
    "sale = pd.read_excel('每月目标销售额和实际销售额.xlsx', index_col=0)\n",
    "# 提取数据\n",
    "x = sale.index\n",
    "y1 = sale['目标销售额']\n",
    "y2 = sale['实际销售额']\n",
    "# 计算差额\n",
    "y3 = y2 - y1\n",
    "\n",
    "# 绘制折线图\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "ax1 = plt.subplot(111)\n",
    "plt.plot(x, y1, ls='-', lw=2, label='目标销售额')\n",
    "plt.plot(x, y2, ls='-', lw=2, label='实际销售额')\n",
    "# 用列表推导式定义柱子的颜色，绿色代表完成目标，红色代表没有完成目标\n",
    "color = ['g' if i > 0 else '#dc5034' for i in y3]\n",
    "# 绘制柱形图\n",
    "plt.bar(x, y3, color=color, label='差额')\n",
    "# 设置图例\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "# 设置标题\n",
    "plt.title('\\n每月销售目标达成情况\\n', fontsize=36, loc='center', color='k')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
